rembg version

app.py

@@ -562,7 +562,7 @@ Image views are treated as tokens and the camera pose is encoded by <b>CaPE (Cam
 
 <h4><b>Tips:</b></h4>
 
-- Our model can take <b>any number input images</b>. The more images you provide (>=3 for this demo), the better the results.
+- Our model can take <b>any number input images</b>. The more images you provide <b>(>=3 for this demo)</b>, the better the results.
 
 - Our model can generate <b>any number and any pose</b> novel views. You can specify the number of views you want to generate. In this demo, we set novel views on an <b>archemedian spiral</b> for simplicity.
 
@@ -619,7 +619,7 @@ with gr.Blocks() as demo:
 
             with gr.Row():
                 gr.Markdown('''
-                <h4><b>Check if the pose and segmentation looks correct. If not, remove the incorrect images and try again.</b></h4>
+                <h4><b>Check if the pose (blue is axis is estimated z-up direction) and segmentation looks correct. If not, remove the incorrect images and try again.</b></h4>
                 ''')
 
             with gr.Row():
@@ -667,7 +667,9 @@ with gr.Blocks() as demo:
                     )
 
             with gr.Row():
-                gr.Markdown('''The novel views are generated on an archimedean spiral. You can download the video''')
+                gr.Markdown('''
+                <h4><b>The novel views are generated on an archimedean spiral (rotating around z-up axis and looking at the object center). You can download the video.</b></h4>
+                ''')
 
     gr.Markdown(_CITE_)
 

dust3r/utils/image.py

@@ -111,6 +111,7 @@ def load_images(folder_or_list, size, square_ok=False, verbose=True, do_remove_b
 
     imgs = []
     imgs_rgba = []
+    load_time = time.time()
     for path in folder_content:
         if not path.lower().endswith(supported_images_extensions):
             continue
@@ -169,4 +170,5 @@ def load_images(folder_or_list, size, square_ok=False, verbose=True, do_remove_b
     assert imgs, 'no images foud at '+root
     if verbose:
         print(f' (Found {len(imgs)} images)')
+        print(f' (Loading time: {time.time()-load_time:.2f}s)')
     return imgs, imgs_rgba

requirements.txt

@@ -6,7 +6,7 @@ accelerate
 transformers
 gradio
 spaces
-rembg==2.0.50
+rembg==2.0.56
 open3d
 trimesh
 einops